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The return to office (RTO) has been on an upswing, with employers across industries cracking down on remote work and requiring employees to put in more face time. Indeed, July 2024 emerged as the busiest in-office month since the pandemic. But what happened in August?
We dove into the data to find out.
August is a time for family vacations – and millions of Americans planned to take the roads and skies this summer to get away from it all and enjoy some downtime. So it may come as no surprise that the accelerated mandate-driven RTO seen in recent months – moderated somewhat in August, with a larger visit gap compared to the equivalent period of 2019 than that seen in July or in June.
Still, despite an end-of-summer slump, the nationwide office recovery appears to be very much underway. Office foot traffic last month was just 31.2% below pre-pandemic levels. Or put another way, August 2024 office visits were 68.8% of what they were in August 2019.
Drilling down into the data for major urban hubs throughout the country shows a continuation of recent trends, with Miami, New York, Atlanta, and Dallas outperforming the nationwide baseline. In Miami and New York, office visits were nearly 90.0% and 85.0%, respectively, of what they were pre-pandemic. And Atlanta, where employers from the CDC to UPS have begun enforcing stricter in-office policies, held onto its high ranking, with visits 75.6% of what they were in August 2019.
Indeed, Atlanta, which has seen a surge in office leasing activity, saw 7.3% year-over-year (YoY) visit growth in August 2024 – followed by Miami (5.7%). San Francisco – which despite lagging behind other cities compared to pre-pandemic, has been making steady YoY gains – came in third with a YoY visit increase of 3.0%.
Who are the employees driving this summer’s accelerated recovery?
Analyzing the trade areas of office buildings nationwide reveals that between June and August 2024, the Census Block Groups (CBGs) feeding visits to office buildings (their captured markets) continued to see a decline in their share of households with children – indicating that parents still account for fewer office visits than they did pre-pandemic. Employees with children, it seems, remain especially likely to place a premium on flexibility – embracing work routines that allow them to more efficiently juggle home and work responsibilities.
Over the same period, the share of one-person households in offices’ captured markets rose substantially, highlighting the important role played by young professionals – who may be more likely to be single – in today’s office recovery. Whether driven by a desire to embrace in-office career growth and mentorship opportunities, or by a craving for more social interaction, these employees are returning to the office in ever greater numbers.
With the school year underway and summer vacations already a not-so-distant memory, office foot traffic is likely to resume its upward trajectory. Will September 2024 set a new post-pandemic RTO record?
Follow Placer.ai’s data driven analyses to find out.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.
Malls ended summer with a bang. In May and June 2024, indoor malls, open-air shopping centers and outlet malls all experienced year-over-year (YoY) visit growth, with indoor malls – which offer an escape from the sweltering heat – leading the way.
In July 2024, all three mall types experienced slight YoY visit gaps. But these were likely due to a calendar shift rather than to any flagging back-to-school momentum: July 2024 contained one less Saturday and Sunday than the equivalent period of 2023, when malls draw some of their biggest crowds. (In January-August 2024, weekends accounted for 39.0% of visits to indoor malls, 35.6% for open-air shopping centers, and 43.0% for outlet malls.) This shift, which likely had the most pronounced impact on outlet malls, may have obscured stronger YoY performance in July 2024.
And this year’s intense weather didn’t stop consumers from visiting malls in droves to take advantage of back-to-school shopping – which was in full swing by August 2024. That month saw the most substantial YoY foot traffic growth of the analyzed period, with YoY visit increases of 7.3% for indoor malls, 5.8% for open-air shopping centers, and 6.1% for outlet malls.
Who shopped at malls in August 2024? With back-to-school shopping being a significant motivator for consumers, it may come as no surprise that college students and families with children were overrepresented among end-of-summer mall hoppers – though not for all mall types.
Analysis of all three mall segments’ captured markets reveals that in August 2024, the share of college students in the trade areas of indoor malls and open-air shopping centers exceeded the nationwide average by 67% and 170%, respectively. These malls may be popular with college students due to their greater accessibility for students without cars, and for their recreational atmosphere – making them a good place to catch up with friends while shopping.
Meanwhile, the captured markets of outlet malls included slightly higher-than-average shares of households with children, perhaps as families on tight back-to-school budgets prioritized steep discounts. Indoor malls were also slightly more likely than average to draw this demographic.
With Summer 2024 in the books, it’s fair to say that mall foot traffic thrived during this critical retail season. How will mall visits shape up come spring?
Visit Placer.ai to find out.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.
In 2024, auto parts retailers are continuing to see visit growth compared to last year. We dove into the data for three of the industry’s leaders – AutoZone, O’Reilly Auto Parts, and NAPA Auto Parts – to explore the consumer behavior and profiles behind the space’s ongoing success.
Auto parts retail visits have been bolstered in recent months by still-high vehicle prices – which have incentivized many cash-strapped consumers to fix up the car they have rather than buy a new one. To be sure, the industry hasn’t been entirely spared the effects of inflation, which has caused many consumers to tighten their (seat)belts and defer non-essential car repairs. Still, one of the key factors benefiting the space has been the greater prevalence of older vehicles on the road, which are more likely to need significant – and essential – maintenance.
Since the start of 2024, AutoZone and O’Reilly have sustained consistent year-over-year (YoY) monthly visit growth. And though NAPA saw mild visit gaps in March, June, and August – coinciding with traffic fall-off to some of the repair shops it supplies – it too experienced YoY increases throughout most of the analyzed period.
As auto parts inflation continues to wane in 2024, more consumers may begin taking on repairs they postponed last year, providing these retailers with continued foot traffic boosts.
Less affluent consumers are more likely to be deterred from buying a new ride by high prices and interest rates. And analyzing the demographic characteristics of visitors to AutoZone, O’Reilly, and NAPA reveals that in H1 2024, the median household incomes (HHIs) of the chains’ captured markets were indeed significantly lower than those of new car dealerships ($75.6K).
The data reveals a divide between consumers in the market for new cars – who generally have higher income levels – and those that frequent auto parts retailers to invest in their current set of wheels. And consumers seeking to repair rather than replace may be even more inclined to do so while vehicle prices and financing costs remain elevated.
Analysis of consumer spending habits provides a further indication that AutoZone, O’Reilly and NAPA’s audiences are more likely to invest in upgrades and repairs than in the purchase of a new vehicle.
In H1 2024, residents of AutoZone and O’Reilly’s captured markets spent 17% less annually on buying used cars than the nationwide average, while residents of NAPA’s captured market spent 14% less.
And residents of all three auto parts retailers’ trade areas spent even less on new car buying. In H1 2024, AutoZone’s captured market spent 23% less on new cars than the nationwide average, and O’Reilly’s and NAPA’s captured markets spent 22% and 18% less, respectively.
AutoZone and O’Reilly’s relatively large share of DIY consumers – those who repair or upgrade their cars on their own to save money – likely contributed to their trade areas’ smaller car buying expenditures. Meanwhile, the slightly larger spend on both new and used cars in NAPA’s trade area – though still significantly lower than the nationwide average – may be due to the retailer’s predominantly commercial business.
Auto parts chains have been riding strong tailwinds on the road to success – and they appear geared up for more foot traffic success in the homestretch of 2024. As more older vehicles stay on the road and car-buying costs remain high, robust demand for parts is likely to continue.
Will the auto parts industry accelerate even further in the months to come? Visit Placer.ai to find out.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.
It’s that time of year again. On August 22nd, Starbucks launched its much-vaunted autumn menu, including the iconic Pumpkin Spice Latte (PSL). We dove into the data to see what happened on the big day – and how Starbucks visitation patterns were impacted by the much-anticipated release.
Last year, Starbucks broke with tradition to move its PSL launch from Tuesday to Thursday. And perhaps due to Thursday’s proximity to the weekend (especially in the age of the TGIF work week), the step has proven advantageous – generating a sustained visit spike lasting through the weekend.
On Thursday, August 22nd, 2024, foot traffic to Starbucks surged 24.1% higher than the coffee giant’s daily average for the previous eight Thursdays. And the PSL effect worked its magic throughout the weekend, with visits to Starbucks on the following Friday, Saturday, and Sunday significantly elevated compared to recent daily averages for those days of the week.
Since its debut in 2003, Starbucks’ PSL has become part of the cultural landscape. Each year, the beverage’s release generates a social media frenzy. And between 2021 and 2023, the number of people visiting Starbucks on Pumpkin Spice Latte launch day increased steadily.
Last year, the PSL visit spike reached new heights, with foot traffic 27.1% higher than on August 27th, 2019 – the last pre-pandemic PSL launch. And despite Starbucks’ recent challenges, visits on PSL day held steady this year, maintaining last year’s impressive gains.
Comparing visits on August 22nd, 2024 to recent Thursday visit averages across the continental U.S. highlights the broad appeal enjoyed by Starbucks’ fall menu. Every analyzed state enjoyed a visit bump – though the extent of the boost varied considerably between regions.
Many southern states – including Alabama, Louisiana, and Mississippi, saw only slight foot traffic bumps, perhaps due in part to the region’s warmer weather, which may render the early autumn launch less compelling. (Mississippi in particular, it seems, really couldn’t care less about Pumpkin Spice.) But in other areas, led by North Dakota (45.5%), Kansas (42.6%), Utah (42.2%), Iowa (41.3%), and Pennsylvania (39.5%), visits skyrocketed.
Starbucks’ successful PSL launch shows that even as consumers count their pennies, people are finding room in their budgets for sweet, cozy indulgences that don’t break the bank. What does the winning release portend for the upcoming winter season?
Follow Placer.ai’s data-driven dining and retail analyses to find out.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.
Back-to-school shopping is a major driver of retail visits and sales – and this year, spending on the upcoming school year was set to be the second-highest on record. So with the frenzy winding down, we took a look at how several key retail categories and chains performed during this important season.
Overall, retail rallied throughout July and August, with weekly visits to major back-to-school categories – including superstores, department stores, and other apparel retailers – mainly outperforming last year’s visit levels. Though department stores and apparel chains saw very slight YoY declines in late July, all the analyzed categories enjoyed YoY boosts beginning the week of August 5th. And since the back-to-school season is traditionally a high-traffic period, the ability of these categories to sustain YoY growth is particularly impressive.
Digging deeper into individual brands reveals substantial visit boosts at superstores Target and Walmart and warehouse membership club Costco.
Target, already enjoying positive momentum from summer sales events, drove visits even higher with steep discounts on essential back-to-school items. In addition to attracting parents on the hunt for kids’ school supplies, Target has emerged as a favorite destination for college students seeking to load up on dorm decor and other collegian necessities. And between the weeks of July 9th, 2024 and August 19th, 2024, the retailer saw weekly visits jump a remarkable 9.7% to 20.8% compared to a year-to-date (YTD) weekly average. Walmart and Costco, too, saw significant visit boosts in July August, as they drew crowds with discount and bulk offerings.
The strong performance of these retailers during the back-to-school season bodes well as they head into the critical holiday shopping period. With momentum on their side, Target, Walmart, and Costco are poised to capitalize on their competitive pricing and value offerings, potentially driving another period of robust growth.
Back-to-school often means outfitting kids and teens with new clothing, and off-price retailers – including Burlington, Marshalls, Ross, and T.J. Maxx – are reaping the benefits. With a reputation for low prices and everything from apparel to backpacks, these chains are popular choices for the back-to-school crowd. And this year, weekly visits to these retailers got a significant boost, with August 19th foot traffic up 11.0% at Burlington, 13.9% at Marshalls, 6.0% at Ross, and 15.8% at T.J. Maxx, compared to a YTD weekly average.
Superstores, department stores, and apparel retailers aren’t the only ones to benefit from the back-to-school craze – office supply stores, predictably, also experience major boosts. While weekly visits to Office Depot, OfficeMax (both owned by The ODP Corporation), and Staples had lagged behind the chains’ year-to-date (YTD) weekly visit averages during April and May, they began to recover in early July. By August, visits were surging, with the week of August 19th showing increases of 24.4% for Office Depot, 32.7% for OfficeMax, and 39.2% for Staples.
Getting a pair of new shoes for school is another time-honored tradition – and DICK’s Sporting Goods has heeded the call with massive markdowns. The chain drew back-to-school shoe and apparel shoppers with a major 50%-off sale, and visits jumped significantly – peaking during the week of August 12th at 40.5% above a January 1st, 2024 baseline.
Hibbett, meanwhile, supercharged its back-to-school campaign with discounts and free children’s haircuts, offered between July 28th and August 25th at different locations. And the events boosted foot traffic dramatically, with the week of July 29th seeing a whopping 76.1% visit increase compared to a January 1st, 2024 baseline. Though visits to both sporting goods chains began to taper off as August wore on, they remained elevated – serving as a reminder of the power of back-to-school shopping and sales.
Back-to-school season remains one of the most important shopping periods of the year, with significant consumer demand drawing visit growth across major retail categories.
Can these retailers continue drawing on this momentum into the holiday season?
Visit Placer.ai to keep up with the latest data-driven retail news.
This blog includes data from Placer.ai Data Version 2.1, which introduces a new dynamic model that stabilizes daily fluctuations in the panel, improving accuracy and alignment with external ground truth sources.
In July & August 2024, Placer.ai released multiple white papers: Los Angeles Office Trends in 2024, Q2 2024 – Retail & Restaurant Review, Domestic Tourism Trends in NYC and LA, 2024 Hotel Visit Trends, Emerging Trends for CRE in 2024, and Retail Giants in 2024: Walmart, Costco, and Target's Competitive Edge.
Below is a taste of our findings from two white papers: 2024 Hotel Visit Trends and Retail Giants in 2024: Walmart, Costco, and Target's Competitive Edge. The two white papers take a look at the visitation data to explore how leading hotel chains are driving visits in 2024, as well as exploring how Walmart, Costco, and Target are maintaining their success.
The pandemic and economic headwinds that marked the past few years presented the multi-billion dollar hotel industry with significant challenges. But five years later, the industry is rallying – and some hotel segments are showing significant growth.
Overall, visits to hotels were 4.3% lower in Q2 2024 than in Q2 2019 (pre-pandemic). But this metric only tells part of the story. A deeper dive into the data shows that each hotel tier has been on a more nuanced recovery trajectory.
Economy chains – those offering the most basic accommodations at the lowest prices – saw visits down 24.6% in Q2 2024 compared to pre-pandemic – likely due in part to hotel closures that have plagued the tier in recent years. Though these chains were initially less impacted by the pandemic, they were dealt a significant blow by inflation – and have seen visits decline over the past three years. As hotels that cater to the most price-sensitive guests, these chains are particularly vulnerable to rising costs, and the first to suffer when consumer confidence takes a hit.
Luxury Hotels, on the other hand, have seen accelerated visit growth over the past year – and have succeeded in closing their pre-pandemic visit gap. Upscale chains, too, saw Q2 2024 visits on par with Q2 2019 levels. As tiers that serve wealthier guests with more disposable income, Luxury and Upscale Hotels are continuing to thrive in the face of headwinds.
But it is the Upper Midscale level – a tier that includes brands like Trademark Collection by Wyndham, Fairfield by Marriott, Holiday Inn Express by IHG Hotels & Resorts, and Hampton by Hilton – that has experienced the most robust visit growth compared to pre-pandemic. In Q2 2024, Upper Midscale Hotels drew 3.5% more visits than in Q2 2019. And during last year’s peak season (Q3 2023), Upper Midscale hotels saw the biggest visit boost of any analyzed tier.
Analyzing the captured markets* of Upper Midscale chains Trademark Collection by Wyndham, Fairfield by Marriott, Holiday Inn Express by IHG Hotels & Resorts, and Hampton by Hilton with demographics from STI: Popstats (2023) shows variance in the relative affluence of their visitor bases.
Fairfield by Marriott drew visitors from areas with a median household income (HHI) of $84.0K in H1 2024, well above the nationwide average of $76.1K. Hampton by Hilton and Trademark Collection by Wyndham, for their parts, drew guests from areas with respective HHIs of $79.6K and $78.5K – just above the nationwide average. Meanwhile, Holiday Inn Express by IHG Hotels & Resorts drew visitors from areas below the nationwide average.
But all four brands saw increases in the median HHIs of their captured markets over the past five years. This provides a further indication that it is wealthier consumers – those who have had to cut back less in the face of inflation – who are driving hotel recovery in 2024.
(*A chain’s captured market is obtained by weighting each Census Block Group (CBG) in its trade area according to the CBG’s share of visits to the chain – and so reflects the population that actually visits the chain in practice.)
Walmart, Target, and Costco are three of the country’s most popular retailers, drawing millions of shoppers each day. Each has distinct strengths that cater to their unique customer bases, helping them thrive in a competitive market.
Costco’s wholesale club model led the way in H1 2024, with consistent year-over-year (YoY) visit growth ranging from 6.1% in January 2024 to 13.3% in June. Walmart followed closely, with YoY foot traffic growth during all but two months. Target had a slower start, with visits below 2023 levels from January to April, and a 3.7% decline in YoY comparable sales. However, visits rebounded in May (2.5%), June (8.9%), and July (4.7%). This renewed growth bodes well for Target, especially as the back-to-school season ramps up.
For all three chains, Q2 2024’s visit success was likely bolstered by summer deals and intensifying price wars aimed at attracting inflation-weary consumers back to the store.
While inflation is cooling, prices remain high, and discount and dollar stores are increasingly challenging Walmart, Target, and Costco. Many customers, especially those of more modest means, are drawn to the rock-bottom prices at dollar stores.
Analysis of cross-shopping patterns shows that a growing share of Walmart, Target, and Costco visitors also frequent Dollar Tree regularly. In Q2 2019, between 9.8% and 13.7% of visitors to these retailers visited Dollar Tree at least three times, but by Q2 2024, that share rose to 16.7%-21.6%.
Dollar Tree is capitalizing on this interest. Over the past year, it added 350 Dollar Tree locations while closing nearly 400 Family Dollar stores. The chain also acquired leases for 170 99 Cents Only Stores, gaining access to customers who buy everything from groceries to household goods. As Dollar Tree expands its footprint and food offerings, it poses a growing challenge to Walmart, Target, and Costco.
Read the full reports to discover more hotel and superstore insights. For more data-driven consumer research, visit our resource library.
Sports leagues like the NBA, NFL, and MLB boast billion-dollar revenues – and the venues where these games unfold hold significant commercial potential in their own rights. Many stadiums host concerts and other shows in addition to regularly held sporting matches and can accommodate tens of thousands of spectators at once – creating massive retail, dining, and advertisement opportunities.
This white paper analyzes location intelligence metrics for some of the biggest stadiums across the country to reveal the commercial potential of these venues beyond simple ticketing revenue. Where do visitors of various stadiums like to shop? Do specific sporting and cultural events impact the nearby restaurant scene differently? How can stadium operators, local businesses, and advertisers tailor their offerings to a stadium’s particular audience and make the most of the stadium and the space throughout the year?
We take a closer look below.
The three major sports leagues – the National Basketball League (NBA), Major League Baseball (MLB), and the National Football League (NFL) – play at different points of the year, and the number of games each league holds during the season also varies.
MLB leads in game frequency, with each team playing 162 games during the regular season, which runs approximately from April through September. Basketball season is also around six months – roughly from mid-October to mid-April – but each NBA team plays only 82 games a season. And the NFL has both the shortest season – 18 weeks running from early September to early January (with the pre-season starting in August) – and the fewest number of matches per team. Understanding the monthly visitation patterns for the various types of stadiums can help advertisers, stadium operators, and other stakeholders ensure that they are leveraging the full potential of the venue throughout the year.
Unsurprisingly, the sports arenas serving the different leagues see visit spikes during their leagues’ respective season. But comparing visit numbers throughout the year to the average monthly visit numbers for each category in 2023 reveals that the relative visit increases and decreases during the on- and off-season vary for each type of stadium.
MLB stadiums display the steadiest visit strength during the on-season – perhaps due to MLB’s packed game schedule. MLB tickets also tend to be relatively affordable compared to tickets to pro football or basketball matches, which may also contribute to MLB’s consistently strong visit numbers throughout the season. During the MLB off-season, baseball fields – which tend to be uncovered – are relatively empty.
The seasonal visit spike to NBA arenas is less steady. The beginning and end of the season see strong peaks, and visits slow down slightly during the mid-season months of January and February. Visits then drop during the off-season spring and summer, but the off-season visit dip is not as low as it is for MLB fields – perhaps because the NBA arenas’ indoor nature make them suitable locations for concerts and other non-basketball events.
Meanwhile, NFL stadiums see the least dramatic drop in visits during the NFL off-season, as these venues’ enormous size also make them the ideal location for concerts and other cultural events that draw large crowds. These arenas’ strong almost year-round visitation numbers mean that sponsors and advertisers looking to expand beyond sports fans to reach a diverse audience may have the most success with these venues.
Although MLB offers the most budget-friendly outing, combining STI: Popstats demographic metrics with trade area data reveals that MLB stadium visitors reside in higher-income areas when compared with visitors to NBA or NFL stadiums.
Baseball fans tend to be older than fans of the other sports, which could partially explain MLB stadium visitors’ higher household income (HHI). The combination of lower ticket prices, higher median HHI among fans, and many games per season offers baseball stadiums significant opportunities to engage effectively with their fan bases.
But while NBA and NFL stadium attendees may not come from as high-income areas as do MLB stadium visitors, fans of live basketball and football still reside in trade areas with a higher HHI compared to the nationwide median. So by leveraging stadium space, advertisers and other stakeholders can reach tens of thousands of relatively high-income consumers easily and effectively.
Sports fans are known to be passionate, engaged, and willing to spend money on their team – but stadium visitors also shop for non-sports related goods and services. Retailers and advertisers can draw on location analytics to uncover the consumer preferences of stadium visitors and tailor campaigns, sponsorships, and collaborations accordingly.
Visitation data to the top five most visited MLB stadiums during 2023 showed differences between the apparel and sporting goods shopping preferences of the various stadiums’ attendees. While 39.4% of visitors to Truist Park also visited DICK’s in 2023, only 30.8% of Yankee Stadium visitors stopped by the sporting goods retailer in the same period. Similarly, while 29.9% of visitors to Yankee Stadium frequented Kohl’s, that percentage jumped to 47.3% for Busch Stadium visitors.
Harnessing location intelligence to see the consumer preferences of a stadium’s visitor base can help retailers, stadium operators, and even team managers choose partnerships and merchandising agreements that will yield the most effective results.
Sports and snacks go hand in hand – what would a baseball game be without a hot dog or peanuts? But while every stadium likely provides a similar core of traditional game day eats, each venue also offers a unique set of dining options, both on- and off-premise. And by leveraging location analytics to gain visibility into stadium-goers dining habits, stadium operators and local food businesses can understand how to best serve each arena’s audience.
Mapping where stadium visitors dine before and after games can help stakeholders in the stadium industry reach more fans.
The chart below shows the share of visitors coming to a stadium from a dining venue (on the x-axis) or going to a dining venue after visiting the stadium (on the y-axis). The data reveals a correlation between pre-stadium dining and post-stadium dining – stadiums where many guests visit dining venues before the stadium also tend to have a large share of guests going to dining venues after the event. For example, the AT&T Stadium in Arlington, Texas, saw large shares of visitors grabbing a bite to eat on their journey to or from the stadium, while the M&T Bank Stadium in Baltimore, Maryland saw low rates of pre- and post stadium dining engagement.
These trends present opportunities for both local businesses and stadium stakeholders. For example, venues with high dining engagement can explore partnerships with local restaurants, while those with lower rates can build out their in-house dining options for hungry sports fans.
Stadiums looking to enhance their food offerings – or local entrepreneurs thinking of opening a restaurant near a stadium – can also get inspired by stadium visitors’ dining preferences. For example, psychographic data taken from the Spatial.ai: FollowGraph dataset reveals that visitors to MetLife Stadium in East Rutherford, New Jersey have a much stronger preference for Asian cuisine compared to New Jersey residents overall. With that knowledge, the stadium can enhance the visitor experience by expanding its Asian food offerings.
On the other hand, MetLife Stadium goers seem much less partial to Brewery fare than average New Jerseyans, so the stadium operators and restaurateurs may want to avoid offering too many Brewery-themed dining options. Stadium stakeholders can reserve the craft beers for Caesars Stadium, M&T Bank Stadium, and Soldier Field Stadiums, where visitors seem to enjoy artisanal brews more than the average resident in Louisiana, Maryland, and Illinois, respectively.
All of the stadiums analyzed exhibited unique visitor dining tastes, a reminder that no customer or fan base is alike. Aligning on- or off-site dining options with offerings that align with a given customer base’s preferences can improve overall visitor satisfaction and boost revenues.
Zooming in to look at consumer behavior around individual events reveals further variability in dining preferences even among visitors to the same stadium, with different types of events driving distinct dining behaviors.
State Farm Stadium in Glendale, Arizona, is home to the Arizona Cardinals. The stadium hosted the 2023 Super Bowl, but the NFL stadium also acts as a concert venue for acts ranging from Taylor Swift to Metallica. And location intelligence reveals that the dining preferences of stadium visitors vary based on the events held at the venue.
During the Super Bowl, sports bars such as Yard House and Buffalo Wild Wings saw the largest increase in visits compared to the chains’ daily average. A month later, attendees at Taylor Swift's concert gave fried-chicken leader Raising Cane’s a significant boost.
Local restaurants can leverage location analytics to see what types of events are popular with their visitor base and craft collaborations and advertising campaigns that resonate effectively with their patrons.
Sports stadiums and arenas are not just spaces for sports and music enthusiasts to gather; they also offer significant commercial opportunities for the surrounding communities. Stadium operators and local businesses can fine-tune their offerings by utilizing location analytics to better connect with their visitor bases and uncover new retail opportunities.
The dining industry showcased its agility over the past couple of years as it rapidly adapted to shifts in consumer preference brought on by COVID and rising prices. And with a new year around the corner, the pace of change shows no signs of slowing down.
This white paper harnesses location analytics, including visitation patterns, demographic data, and psychographic insights, to explore the trends that will shape the dining space in 2024. Which dining segments are likely to pull ahead of the pack? How are chains responding to changes in visitor behavior? And where are brands driving dining foot traffic by taking advantage of a new advertising possibility? Read on to find out how dining leaders can tap into emerging trends to stay ahead of the competition in 2024.
Comparing quarterly visits in 2023 and 2022 highlights the impact of the ongoing economic headwinds on the dining industry. The year started off strong, with year-over-year (YoY) dining visits up overall in Q1 2023 – perhaps aided by the comparison to an Omicron-impacted muted Q1 2022. And while overall dining growth stalled in Q2 2023, several segments – including QSR, Fast Casual, and Coffee – continued posting YoY visit increases, likely bolstered by consumers trading down from pricier full-service concepts.
Foot traffic slowed significantly in Q3 2023 as inflation and tighter consumer budgets constrained discretionary spending. Overall dining visits fell 2.4% YoY, and full-service restaurants – with their relatively high price point compared to other dining segments – seemed to be particularly impacted by the wider economic outlook. But the data also revealed some bright spots: Fast Casual still succeeded in maintaining positive YoY visit numbers and Coffee saw its Q3 visit grow an impressive 5.4% YoY. As the return to office continues, a pre-work coffee run or lunchtime foray to a fast-casual chain may continue propelling the two segments forward.
Restaurant visitation patterns have evolved over the past few years. Although an 8 PM seating was once the most coveted slot at fine-dining restaurants, recent visitation data suggests that sitting down to dinner earlier is rising in popularity.
But among the QSR segment, the opposite trend is emerging, with late-night visits rising. Analyzing hourly foot traffic to several major QSR chains reveals that the share of visits between 9 PM and 12 AM increased significantly between Q3 2019 and Q3 2023. Even Taco Bell – already known for its popularity among the late-night crowd – saw a substantial increase in late-night visits YoY – from 15.4% to 20.3%.
Who is driving the late night visit surge? One reason restaurants have been expanding their opening hours is to capture more Gen-Z diners, who tend to seek out nighttime dining options. But location intelligence reveals that younger millennials are also taking advantage of the later QSR closing times.
An analysis of the captured market for trade areas of top locations within one of Taco Bell’s major markets – the Chicago-Naperville-Elgin, IL-IN-WI Metropolitan area – reveals a year-over-four-year (Yo4Y) increase in “Singles & Starters.” The “Singles & Starters” segment is defined by Experian: Mosaic as young singles and starter families living in cities who are typically between 25 and 30 years old. As consumers continue to prioritize experiential entertainment and going out with friends, late-night dining may continue to see increased interest from young city-dwellers.
Millennials and Gen-Z consumers aren’t only heading to their favorite fast food joint for a late-night bite – these audience segments are also helping drive visits on the weekends. Smoothie King is one chain feeling the benefits of young, health-conscious consumers.
The chain, which opened in New Orleans, LA, in 1973 as a health food store, has since grown to over 1,100 locations nationwide and is currently expanding, focusing on the Dallas-Fort Worth CBSA. The area’s Smoothie King venues have seen strong visitation patterns, particularly on the weekends – weekend visits were up 3.4% YoY in Q3 2023. The smoothie brand’s trade areas in the greater Dallas region is also seeing a YoY increase in weekend visits from “Young Professionals” – defined by the Spatial.ai PersonaLive dataset as “well-educated young professionals starting their careers in white-collar or technical jobs.”
While some dining chains are appealing to the late-night or weekend crowd, others are driving visits by appealing to sports lovers. How have recent rule changes around student athletes changed the restaurant game, and how can college football teams drive business in their hometowns?
College sports have long been a major moneymaker, with top-tier teams raking in billions of dollars annually. And as of 2021, college athletes can enjoy a piece of the significant fan following of college sports thanks to the change in the NCAA’s Name, Image, and Likeness (NIL) rules, which now allows student athletes to sign endorsement deals.
Since then, multiple restaurants have jumped on the opportunity to partner with student athletes, some of whom have millions of followers on Instagram and TikTok. Chains like Chipotle, Sweetgreen, Slim Chickens, and Hooters have all signed college athletes to various brand deals.
How can brands ensure they partner with athletes their customers will want to engage with? Analyzing a chain’s audience by looking at the interests of residents in a given chain’s trade area can reveal which type of athlete will be the most attractive to each brand’s customer base. For example, data from Spatial.ai: Followgraph provides insight into the social media activity of consumers in a given trade area and can highlight desirable partnerships.
Examining the trade areas of Chipotle, Sweetgreen, Slim Chickens, and Hooters, for instance, reveals that Sweetgreen’s visitors tended to have the largest share of Women’s Soccer followers. Conversely, Sweetgreen’s trade area had lower-than-average shares of College Football Fans or College Basketball Fans, while residents of the trade areas of the other three chains showed greater-than-average interest in these sports. Leveraging location intelligence can help companies choose brand deals that their customers resonate with and find the ideal athletes to represent the chain.
Finding the right college athlete partnership is one way for dining brands to appeal to college sports enthusiasts. But dining chains and venues located near major college stadiums also benefit from the popularity of their local team by enjoying a major game day visit boost.
One of the country’s most popular college football teams, the Ohio State Buckeyes, can draw millions of TV viewers, and its stadium has a capacity of 102,780 – one of the largest stadiums in the country. And while tailgating is a popular activity for Buckeyes fans, nearby restaurants are some of the biggest beneficiaries of the college football craze. Panera experienced a 235.3% increase on game days as compared to a typical day, Domino’s Pizza visits grew by 283.3%, and Tommy’s Pizza, a local pie shop, saw its visits jump by a whopping 600.9%.
This influx in diners also causes a major shift in game day visitor demographics, as revealed by changes in visitors at dining venues located near stadiums of two of the nation’s best college football teams – the Ohio State Buckeyes and Ole Miss Rebels. Based on Spatial.ai: Personalive data for the captured market of these dining venues, game day visitors tended to come from “Ultra Wealthy Families” when compared to visitors during a typical non-game day in September or October.
The analysis indicates that popular sporting events create a unique opportunity for restaurants near college stadiums to attract high-income customers game day after game day, year after year.
While some spend game day tailgating or visiting a college restaurant, others hold a viewing party – with a six-foot submarine. And the sub’s popularity extends beyond Superbowl Sundays. Sandwich chains including Jersey Mike’s, Firehouse Subs, Jimmy John’s, and Subway (recently purchased by the same company that owns Jimmy John’s) have seen sustained YoY increases in visits and visits per venue in the first three quarters of 2023.
Some of the growth to these chains may be related to their affordability, a draw at all times but especially during a period marked by consumer uncertainty and rising food costs. And subway leaders seem to be seizing the moment and striking while the iron is hot – Jersey Mike’s opened 350 stores in 2023 and still saw its YoY visits per venue grow by 6.6%. And Subway reported ten consecutive quarters of positive sales, a promising sign for its new owner.
The love for a healthy, affordable sandwich extends across all income levels, with all four chains seeing a range in their visitors' median household income (HHI). Out of the four chains analyzed, Jersey Mike’s – which has long prioritized a suburban, middle-income customer – had the highest trade area median household income of the four chains at $77.3K/year. Subway, known for its affordability, had the lowest, with $62.9K/year. The variance in median HHI combined with the strong foot traffic growth shows that when it comes to sandwiches, there’s something for everyone.
Persistent inflation and declining consumer sentiment may pose serious challenges for the dining space, but emerging trends are helping boost some restaurants. Customers seeking out a late-night bite drive visits to QSR chains, and health-conscious diners are boosting foot traffic to smoothie bars and sandwich shops. Meanwhile, sports sponsorships and game-day restaurant visits can provide a boost to dining businesses that take advantage of these opportunities.
“Retail media networks have turned retailers into ad moguls. That’s a huge change and nobody yet understands all the implications of it.”
Constantine von Hoffman, MARTECH
Companies operating consumer-facing brick-and-mortar venues traditionally relied on selling goods and services as their primary revenue stream. But recently, leading retailers such as Walmart and Target have begun to leverage their immense store fleet into a powerful advertising platform.
Online retailers have been tapping into the advertising power of their digital sites for years by relying on various automated tools to show third-party advertisements to relevant consumer segments. But now, retailers with a strong offline presence can also leverage physical marketing impressions and focus their campaigns while reaching consumers at the point of purchase. Retailers have long recognized the intent that drives a store visit, and understanding the full value of leveraging that visit to its full extent is an important new frontier.
Major retailers are continuing to see their physical visits outnumber their online ones.
And in spite of the gloomy predictions regarding the future of brick and mortar retail, major retailers are continuing to see their physical visits outnumber their online ones. Monthly numbers of visitors to Walmart and Target significantly outpace the brands’ online reach, according to web data from Similarweb. So although, up until recently, these brands have focused their media placements on their digital channels, it is becoming increasingly clear that these chains’ physical stores hold powerful – and currently untapped – advertising potential.
Online visitor data source: similarweb.com
And with the recent rise in digital advertising costs, retail media networks are becoming more attractive for companies looking to make the most of their ad budget. Retail media networks can also help brands reach rural communities, elderly Americans, and other consumer segments that are currently underserved by digital advertisers.
This white paper explores several retailers on the cutting edge of the retail media network revolution. Keep reading to find out how advertisers can use retail media networks to promote to hard-to-reach consumers, segment their ad spending, and optimize their campaigns.
Residents of rural areas use the internet less frequently, and have lower levels of technology ownership than their urban and suburban counterparts. As a result, companies that stick to digital advertising may have a harder time reaching rural consumers. Brick and mortar retailers popular in smaller markets can fill in the gaps and help brands promote their products and services to this hard-to-reach audience.
Brick and mortar retailers popular in smaller markets can help brands advertise to hard-to-reach audiences.
Dollar General saw significant success over the pandemic, with the current economic climate continuing to benefit the brand. Between January and August 2022, nationwide visits to Dollar General venues were 35.6% higher than they were between January and August 2019, while the number of visitors increased 25.4% in the same period.Visit numbers aggregate the visits to the chain’s various locations in a given period, while visitor numbers track the number of people who enter the brand’s stores.
The company has also been operating a media network since 2018. The Dollar General Media Network (DGMN) enables advertisers to reach Dollar General consumers across the company’s channels to build awareness both digitally and in physical spaces. Advertisers with DGMN can display in-store bollard, blade, and wipe stand signs, security pedestals, basket bottomers, and shelfAdz to deliver in-store messaging from parking lot to purchase. Recently, Dollar General announced that its ad platform was now working with 21 new advertising partners, including Unilever, General Mills, Hershey’s, and Colgate-Palmolive.
Embracing the Power of the Small Market
Advertising partners can leverage the DGMN to promote their goods and services to harder-to-reach consumers.
Dollar General has been serving rural residents for years, with the majority of the company’s stores located in communities with fewer than 20,00 residents. And while the brand is growing nationwide, Dollar General’s strength is particularly evident in small markets – which means that advertising partners can leverage the DGMN to promote their goods and services to harder-to-reach consumers.
Comparing year-over-three-year (Yo3Y) visit change to Dollar General stores in metropolitan and micropolitan core based statistical areas (CBSAs) highlights the company’s success in smaller markets. According to the United States Office of Management and Budget, metropolitan and micropolitan CBSAs have over and under 50,000 residents, respectively. Since January 2022, monthly Yo3Y visit growth to Dollar General venues in select Texas micropolitans has consistently outpaced foot traffic to nearby metropolitan areas. While the Sherman-Denison metro area saw August 2022 foot traffic hit a solid 24.5% increase over August 2019, the Gainesville, Texas micro area – around 35 miles east of Sherman – saw its foot traffic increase 54.5% in the same period.
Dollar General’s presence across a significant number of smaller markets means that advertising partners can use the growing DGMN to increase awareness and drive purchase consideration among these harder-to-reach consumers.
In the digital space, three tech giants – Alphabet (previously Google), Meta (previously Facebook), and Amazon – enjoy over 60% of the digital ad revenue in the United States. This means that companies are competing for impressions on a small number of platforms – and smaller brands geared at specific consumer segments may need to spend significant advertising budgets to outbid the larger players. Retail media networks create additional advertising platforms, and enable advertisers to diversify their ad spend, increase their (physical) impressions, focus on more specialized channels to better reach their audience, and potentially reach customers at their highest point of intent.
Retail media networks create additional advertising platforms and potentially reach customers at their highest point of intent.
Albertsons launched its retail media network, Albertsons Media Collective, in November 2021 with the goal of delivering “digitally native, shopper-centric and engaging branded content to the company’s ever-growing network of shoppers.” Currently, the grocer’s media network is primarily digital, but Albertsons’ head of retail media products Evan Hovorka recognizes the importance of leveraging in-store assets to deliver a unique advertising experience. The company is testing out smart carts that link with “Albertsons for U” loyalty program to display ads to shoppers – and Albertsons is likely to find more ways to reach in-store consumers as it continues to develop its retail media network.
The chain is also one of the most popular grocers nationwide. With the exception of March and April 2022, when inflation and high gas prices temporarily halted growth, the brand’s monthly visits and visitor numbers have consistently exceeded pre-pandemic levels. Monthly visits for Albertsons in August 2022 were up 5.7% and monthly visitors were up 5.4% on a Yo3Y basis. This means that advertisers with Albertsons can increase their reach and grow their physical ad impressions just by displaying their ads in Albertsons locations and tapping into the chain’s growing visitor base.
Looking beyond Albertsons' nationwide average foot traffic trends reveals some important regional differences. Between January and July 2022, visits to the brands increased 4.6% in Wyoming on a Yo3Y basis, while foot traffic to the brand’s locations in Oregon jumped 18.5% compared to January through July 2019. This means that a brand looking to reach consumers in Oregon can contract with Albertsons’ media network to show its ads to a fast-growing pool of visitors.
A larger visitor count translates to an increase in unique ad impressions, while more visits from fewer visitors can drive repeated exposures.
Diving deeper into the data reveals an additional layer of insight. Some states with only moderate visit growth are seeing a surge in visitor numbers, while other states are seeing a drop in visitor numbers but a rise in visits. A larger visitor count translates to an increase in unique ad impressions and more people exposed to the ads, while more visits from fewer visitors translates to more overall impressions that can drive repeated exposure among a smaller group of visitors. So advertisers can use segmented foot traffic data to decide where to focus their marketing depending on the goal of the campaign.
For example, Wyoming's moderate increase in visits hides a significant spike in visitors, which means that advertisers to Albertsons venues in Wyoming can get their impressions before a large number of different potential consumers. Meanwhile, Oregon's 18.5% increase in visits is the result of just a 9.4% increase in visitors – so Albertsons is cultivating an increasingly loyal following in the Beaver State, and the grocer’s advertising partners can expect that the same visitors will be exposed to their brand repeatedly.
So companies that want to increase unique ad impressions and build awareness can advertise to Albertsons customers in Wyoming, where their ads will be seen by a large number of new people. But in Oregon, companies may want to promote a campaign that focuses on moving Albertsons visitors through their funnel.
In order to accurately assess the ad distribution patterns in each location, brands operating retail media networks need to understand both visits and visitors trends in each region and for the chain as a whole.
Advertisers with retail media networks can use foot traffic data to refine their geographic audience by identifying the consumer preferences of a given brick-and-mortar brand on a store or city level.
In August 2020, CVS Pharmacy launched its media network, the CVS Media Exchange (cMx). The company estimates that 76% of U.S. consumers live within five miles of at least one store, and the cMx allows partners to tap into the chain’s reach by giving advertisers access to CVS’ online and offline channels, including in-store ads.
Although CVS has been closing locations recently, the brand is still one of the strongest players in the brick-and-mortar retail space. Its 2022 visit numbers have consistently exceeded pre-pandemic levels nationwide, and data from CVS locations in leading cities shows that its Yo3Y visits per venue and visitor numbers are even higher.
CVS’s nationally distributed fleet means that the brand’s locations in different regions attract distinct consumer bases.
CVS carries a varied product mix of daily essentials in addition to its healthcare offerings, so the brand attracts a wide range of consumer segments. And the chain’s nationally distributed store fleet means that CVS has locations in different regions that attract distinct consumer bases who do not all have the same lifestyle preferences. By using foot traffic data to understand the regional consumer preferences of CVS consumers beyond the store, advertising partners can refine their market and make the most of the cMx.
Different regions have different fitness cultures. Chains catering to health-conscious consumers can use retail media networks and foot traffic data to focus their efforts on areas where inhabitants exhibit a high demand for regular workouts.
Analyzing cross-visit data from CVS locations across five major urban centers in the U.S. shows that the percentage of those who also visited gyms or fitness studios varied significantly across each DMA. In the New York area, 62.7% of those who visited CVS in Q2 2022 also visited a fitness venue during that period, in contrast with only 38.0% of CVS visitors around Dallas-Ft. Worth, TX in the same period. This information can help advertising partners in the health and wellness space decide where to place their campaigns.
Looking at cross-visit data on a city-wide level can provide a sense of the consumer culture in each area, but advertisers that dive into foot traffic data for individual stores can refine their messaging even further.
On average, 43.8% of CVS visitors in the Chicago DMA also visited a gym in Q2 2022. But drilling down to the top CVS locations in the city reveals that the rate of cross-visits varies significantly from location to location. Both the E 53rd Street and W 103rd Street locations have a relatively high share of visitors who visit fitness locations – 52.5% and 49.2%, respectively. Meanwhile fitness cross-visits were at just 36.6% for the South Stony Island Avenue location. Advertisers promoting health and wellness related products and services may want to focus on the 103rd St. and 53rd St. CVS locations.
Diving into a customer’s behavior and preferences outside the store can help retail media network operators and advertising partners find the areas and locations best suited for each type of ad.
Cross-visit data is one way to identify consumer preferences beyond the physical store. Advertisers can also analyze digital preferences of offline visitors to focus their marketing on the most appropriate locations.
Advertisers can also analyze digital preferences of offline visitors to focus on the most appropriate locations.
Over the past couple of years, Macy’s has been finding ways to reinvent itself and optimize its store fleet – and foot traffic data indicates that the retailer's efforts are paying off. In the first half of 2022, Macy’s exceeded its H1 2021 overall visit and average visits per venue numbers and posted a positive year-over-year (YoY) visitor count. In Q2 2022, despite the wider economic challenges, Macy’s visitors, visits, and average visits per venue saw YoY increases of 3.4%, 4.0% and 9.9% increases.
Like CVS, Macy’s launched its media network in August 2020, and by February 2021 the Macy’s Media Network was already generating $35 million annually. In addition to advertising on the company’s digital channels, Macy’s also offers partners the use of in-store screen displays, package inserts, and the brand’s iconic billboard in New York City’s Herald Square.
Advertisers can optimize their advertising by analyzing the differences in consumer profiles between a chain’s various stores.
Advertisers that understand the differences in consumer profiles between a chain’s various stores can optimize their advertising efforts. While looking at variations in cross-visit trends is one way to identify interested brick-and-mortar consumers, diving into visitor’s digital behavior and online preferences can also provide valuable insights.
Tools such as Spatial.ai’s GeoWeb, which tracks online engagement with various trends and topics by neighborhood, can reveal how offline consumers behave online. An index score of 100 indicates that consumers in an area have an average interest in a given topic, while scores over (or under) 100 indicate that consumers are more (or less) interested in the topic when compared to the national average interest.
We used Spatial.ai’s GeoWeb tool to analyze the online behavior of consumers in the True Trade Areas (TTA) of five Macy’s locations in the Philadelphia, PA DMA – and found that residents of the different TTAs stores showed differing indexes. For example, the Macy’s in the King of Prussia Mall location showed a high index of 161 in “Men’s Business Clothes Shoppers,” while the Cottman Ave. location had an only slightly above average index of 102. This means that advertisers of men’s business apparel may see more results by focussing their advertising on visitors to the King of Prussia location.
Advertisers that use retail media networks do a lot more than just reach in-store shoppers. Stores exist in the physical world, so advertisers can also reach passers-by through physical venues’ windows, blade signs – or in the case of Macy’s, through its Herald Square Billboard. Here too, foot traffic data can reveal the consumer preferences of people walking by the sign.
We looked at the online behavior in the TTA around the traffic pin on the corner where the billboard is located (Broadway/6th Ave and 34th Street in New York) to understand which advertisers might benefit most from a billboard at that location. While the “Men’s Business Clothes Shoppers” category was over-indexed compared to the national average, as would be expected in midtown Manhattan, “Women’s Fashion Brand Shoppers” had an even higher index. “Gen Z Apparel Shoppers” were over-represented, but “Leather Good Shoppers” and ”Athleisure Shoppers” were under-represented. So a brand that carries both elegant wear and athleisure may want to display its less casual clothing lines on the billboard.
Understanding how consumers behave both on and offline can help retail media networks and advertising partners promote their campaigns most effectively.
To transform their physical store fleet into a media network, brands and companies need to analyze the reach of each venue. The same chain operating in multiple regions may be reaching different types of consumers in each area, or even in various neighborhoods of the same city. These distinct audiences may have contrasting products, brands, and shopping preferences.
Retailers that leverage their brick and mortar presence can transform the advertisement space as it exists today.
Retailers can also partner with advertising partners who wish to promote goods and services not carried by the retailer. For this to succeed, the retailer will need to analyze how consumers behave outside of its stores. Understanding what characterizes the overall behavior of consumers in each locations’ trade area will allow the retailer to reach a larger audience and truly compete with the digital giants. And by leveraging their brick and mortar presence, brick and mortar retail can transform the advertisement space as it exists today.
